SentinelBench is a new benchmark for time-evolving monitoring tasks in web environments, measuring task completion, reaction time, and resource use with baselines from three models and two harnesses.
arXiv preprint arXiv:2604.00010 , year=
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Causal localization via attribution and patching identifies a temporal preference subgraph in mid-to-upper layers of Qwen3-4B-Instruct-2507, with time-horizon geometry in the residual stream and initial evidence for steering-vector control.
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SentinelBench: A Benchmark for Long-Running Monitoring Agents
SentinelBench is a new benchmark for time-evolving monitoring tasks in web environments, measuring task completion, reaction time, and resource use with baselines from three models and two harnesses.